Collection

Tag: approvals

Human Approval Gates: Designing Boss Battles Before High-Stakes Actions

Human approval gates should sit before consequential agent actions, combining explicit risk boundaries, concise context, and resumable state without turning every step into confirmation fatigue.

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Confirmation Design for AI Agents: When to Ask, When to Act, and When to Refuse

Confirmation design for AI agents should reserve human attention for consequential or ambiguous actions, using risk, reversibility, uncertainty, and scope to decide when to ask or act.

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